## # A tibble: 81 × 3
## site freq pop
## <chr> <dbl> <dbl>
## 1 Rib Lake WWTF 1.4 386
## 2 Neopit WWTF 1 1000
## 3 Wolf River Ranch WWTF 1 1000
## 4 Red Cliff WWTP 1.2 1900
## 5 Spencer WWTP 1.3 2000
## 6 Washburn WWTP 1 2200
## 7 Hayward WPCF 1.3 2375
## 8 Keshena WWTF 1 2500
## 9 Spooner WWTP 1 2700
## 10 Mondovi WWTF 1 2800
## # … with 71 more rows
##
## Call:
## lm(formula = missed_percent ~ MSE + window + quant + FlagType,
## data = .)
##
## Residuals:
## Min 1Q Median 3Q Max
## -1.5954 -0.3097 0.0634 0.3445 1.4235
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 1.637168 1.799693 0.910 0.36921
## MSE 0.171105 0.051553 3.319 0.00212 **
## window -0.014304 0.007813 -1.831 0.07567 .
## quant -1.753772 1.038178 -1.689 0.10006
## FlagTypeflag.ntile.Pval 0.213933 0.217533 0.983 0.33213
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.6075 on 35 degrees of freedom
## Multiple R-squared: 0.8401, Adjusted R-squared: 0.8218
## F-statistic: 45.96 on 4 and 35 DF, p-value: 1.84e-13
## # A tibble: 1 × 1
## `mean(abs(flag_error) > edgeThresh, na.rm = TRUE)`
## <dbl>
## 1 0.0310
## # A tibble: 1 × 1
## `mean(missed_percent == 0)`
## <dbl>
## 1 0.167
## # A tibble: 1 × 1
## `mean(missed_percent == 0)`
## <dbl>
## 1 0.309
##
## Call:
## lm(formula = missed_percent ~ FlagType + window + quant + sample_rate +
## pop + MSE, data = ., weights = num_flags)
##
## Weighted Residuals:
## Min 1Q Median 3Q Max
## -75.525 -15.405 3.617 19.571 91.319
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -4.774155 1.149944 -4.152 3.77e-05 ***
## FlagTypeflag.ntile 0.169403 0.334023 0.507 0.612
## FlagTypeflag.ntile.Pval 0.218275 0.417362 0.523 0.601
## window 0.006792 0.008983 0.756 0.450
## quant 0.074486 0.989565 0.075 0.940
## sample_rate 0.098971 0.086279 1.147 0.252
## pop 0.923824 0.179195 5.155 3.43e-07 ***
## MSE 0.224445 0.007978 28.132 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 32.1 on 606 degrees of freedom
## (8 observations deleted due to missingness)
## Multiple R-squared: 0.6615, Adjusted R-squared: 0.6576
## F-statistic: 169.2 on 7 and 606 DF, p-value: < 2.2e-16
##
## Call:
## lm(formula = flag_error ~ site, data = .)
##
## Residuals:
## Min 1Q Median 3Q Max
## -37.737 -0.322 0.441 1.443 41.133
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -0.098361 0.322581 -0.305 0.760430
## siteAppleton WWTF -1.623947 0.348064 -4.666 3.08e-06
## siteAshland Sewage Utility 0.158345 0.371210 0.427 0.669696
## siteBaraboo WWTF -1.404645 0.365705 -3.841 0.000123
## siteBeloit WWTF 0.853301 0.528851 1.614 0.106639
## siteBerlin WWTF -1.101916 0.406731 -2.709 0.006746
## siteBlack River Falls WWTF -1.149858 0.361170 -3.184 0.001454
## siteBurlington WPCC 3.103463 0.466271 6.656 2.83e-11
## siteChippewa Falls WWTF 4.412431 0.464435 9.501 < 2e-16
## siteClintonville Wastewater Utility -1.113123 0.359610 -3.095 0.001966
## siteColumbus WWTF 0.705811 0.382749 1.844 0.065178
## siteDe Pere WWTF -0.365402 0.348120 -1.050 0.293885
## siteEau Claire WWTF -1.155033 0.349766 -3.302 0.000959
## siteFox River WPCC -0.164993 0.349939 -0.471 0.637291
## siteGrafton Water & Wastewater Utility 2.407884 0.447475 5.381 7.42e-08
## siteGreen Bay MSD -0.626407 0.347286 -1.804 0.071278
## siteHartford WPCF 0.349376 0.374371 0.933 0.350701
## siteHayward WPCF -1.150479 0.360322 -3.193 0.001409
## siteHeart of the Valley MSD 0.695376 0.463237 1.501 0.133327
## siteHudson WWTF -0.127170 0.349542 -0.364 0.715995
## siteJanesville WW Utility -0.033992 0.351937 -0.097 0.923055
## siteKenosha WWTF -0.133106 0.349798 -0.381 0.703560
## siteKeshena WWTF 0.186103 0.401736 0.463 0.643189
## siteLa Crosse WWTP 0.369058 0.353165 1.045 0.296023
## siteLac du Flambeau Tribal Water & Sewer -2.129282 0.394544 -5.397 6.80e-08
## siteLake Geneva WWTP -0.637892 0.386402 -1.651 0.098772
## siteLodi WWTF 0.270949 0.386223 0.702 0.482970
## siteMadison 0.384152 0.331736 1.158 0.246864
## siteMadison-P11-SW 0.032415 0.357878 0.091 0.927831
## siteMadison-P18-NE -0.133040 0.358281 -0.371 0.710394
## siteMadison-P2-Central 0.710408 0.356006 1.995 0.045991
## siteMadison-P7-SE 0.220487 0.354032 0.623 0.533425
## siteMadison-P8-West 0.340046 0.358732 0.948 0.343178
## siteManitowoc WWTF -0.691653 0.351949 -1.965 0.049393
## siteMarinette Wastewater Utility -1.345049 0.368629 -3.649 0.000264
## siteMarshfield WWTF -0.993454 0.358657 -2.770 0.005608
## siteMauston WWTF -0.756662 0.393423 -1.923 0.054447
## siteMenomonie WWTF -1.428999 0.373223 -3.829 0.000129
## siteMerrill WWTP 1.291813 0.370296 3.489 0.000486
## siteMilwaukee MSD Jones Island -0.755097 0.346380 -2.180 0.029262
## siteMilwaukee MSD South Shore -1.302066 0.346208 -3.761 0.000169
## siteMondovi WWTF 0.221452 0.382697 0.579 0.562818
## siteMonroe WWTF -0.670770 0.364519 -1.840 0.065748
## siteNeopit WWTF 0.163687 0.572137 0.286 0.774803
## siteNew Richmond WWTF -1.812354 0.412528 -4.393 1.12e-05
## siteOconomowoc WWTP -0.557045 0.359273 -1.550 0.121030
## siteOregon -1.635743 0.600747 -2.723 0.006473
## siteOshkosh WWTP -1.961677 0.347464 -5.646 1.65e-08
## sitePeshtigo WWTF -1.303692 0.376919 -3.459 0.000543
## sitePlatteville WWTF 0.420694 0.353989 1.188 0.234663
## sitePlymouth Utilities WWTF -0.031526 0.363421 -0.087 0.930872
## sitePort Washington WWTP 0.431694 0.458926 0.941 0.346880
## siteRacine Wastewater Utility -1.328927 0.349585 -3.801 0.000144
## siteRed Cliff WWTP -0.676170 0.443645 -1.524 0.127481
## siteRhinelander WWTP -0.983570 0.392336 -2.507 0.012179
## siteRib Lake WWTF 0.211331 0.375821 0.562 0.573899
## siteRib Mountain MSD WWTF 1.027174 0.504658 2.035 0.041814
## siteRiver Falls Municipal Utility WWTF 0.196105 0.366647 0.535 0.592747
## siteSheboygan WWTP -1.492417 0.354119 -4.214 2.51e-05
## siteSouth Milwaukee WWTF 0.605702 0.420171 1.442 0.149429
## siteSparta WWTF 0.228418 0.482160 0.474 0.635686
## siteSpencer WWTP -2.034292 0.400916 -5.074 3.90e-07
## siteSpooner WWTP 1.055080 0.453071 2.329 0.019875
## siteStevens Point WWTF -0.378408 0.357097 -1.060 0.289294
## siteSturgeon Bay Utilities WWTF -0.442520 0.493746 -0.896 0.370121
## siteSun Prairie WWTF 0.009029 0.356006 0.025 0.979765
## siteSuperior WWTP -1.730490 0.461191 -3.752 0.000175
## siteViroqua WWTF -2.078488 0.364188 -5.707 1.15e-08
## siteWashburn WWTP 1.177726 0.438428 2.686 0.007227
## siteWatertown WWTP -0.424619 0.417703 -1.017 0.309366
## siteWaukesha WWTP -0.343131 0.350862 -0.978 0.328093
## siteWaupaca WWTF 0.584774 0.474132 1.233 0.217445
## siteWausau Water Works WWTF -0.294259 0.347066 -0.848 0.396524
## siteWhitewater WWTF -1.828922 0.359313 -5.090 3.59e-07
## siteWisconsin Rapids WWTF -0.549644 0.361279 -1.521 0.128167
## siteWolf River Ranch WWTF 4.250223 0.481014 8.836 < 2e-16
## siteWolf Treatment Plant -0.981334 0.390597 -2.512 0.011993
##
## (Intercept)
## siteAppleton WWTF ***
## siteAshland Sewage Utility
## siteBaraboo WWTF ***
## siteBeloit WWTF
## siteBerlin WWTF **
## siteBlack River Falls WWTF **
## siteBurlington WPCC ***
## siteChippewa Falls WWTF ***
## siteClintonville Wastewater Utility **
## siteColumbus WWTF .
## siteDe Pere WWTF
## siteEau Claire WWTF ***
## siteFox River WPCC
## siteGrafton Water & Wastewater Utility ***
## siteGreen Bay MSD .
## siteHartford WPCF
## siteHayward WPCF **
## siteHeart of the Valley MSD
## siteHudson WWTF
## siteJanesville WW Utility
## siteKenosha WWTF
## siteKeshena WWTF
## siteLa Crosse WWTP
## siteLac du Flambeau Tribal Water & Sewer ***
## siteLake Geneva WWTP .
## siteLodi WWTF
## siteMadison
## siteMadison-P11-SW
## siteMadison-P18-NE
## siteMadison-P2-Central *
## siteMadison-P7-SE
## siteMadison-P8-West
## siteManitowoc WWTF *
## siteMarinette Wastewater Utility ***
## siteMarshfield WWTF **
## siteMauston WWTF .
## siteMenomonie WWTF ***
## siteMerrill WWTP ***
## siteMilwaukee MSD Jones Island *
## siteMilwaukee MSD South Shore ***
## siteMondovi WWTF
## siteMonroe WWTF .
## siteNeopit WWTF
## siteNew Richmond WWTF ***
## siteOconomowoc WWTP
## siteOregon **
## siteOshkosh WWTP ***
## sitePeshtigo WWTF ***
## sitePlatteville WWTF
## sitePlymouth Utilities WWTF
## sitePort Washington WWTP
## siteRacine Wastewater Utility ***
## siteRed Cliff WWTP
## siteRhinelander WWTP *
## siteRib Lake WWTF
## siteRib Mountain MSD WWTF *
## siteRiver Falls Municipal Utility WWTF
## siteSheboygan WWTP ***
## siteSouth Milwaukee WWTF
## siteSparta WWTF
## siteSpencer WWTP ***
## siteSpooner WWTP *
## siteStevens Point WWTF
## siteSturgeon Bay Utilities WWTF
## siteSun Prairie WWTF
## siteSuperior WWTP ***
## siteViroqua WWTF ***
## siteWashburn WWTP **
## siteWatertown WWTP
## siteWaukesha WWTP
## siteWaupaca WWTF
## siteWausau Water Works WWTF
## siteWhitewater WWTF ***
## siteWisconsin Rapids WWTF
## siteWolf River Ranch WWTF ***
## siteWolf Treatment Plant *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 6.666 on 112092 degrees of freedom
## (1988311 observations deleted due to missingness)
## Multiple R-squared: 0.01895, Adjusted R-squared: 0.01828
## F-statistic: 28.48 on 76 and 112092 DF, p-value: < 2.2e-16
## [1] -0.5196623
## [1] -0.9945823
## [1] 14.1358
## [1] 4.443442e-17
## [1] -0.9643401
## [1] 13.81954
